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The Elements of Statistical Learning ISBN 13: 9780387848846

The Elements of Statistical Learning - Softcover

 
9780387848846: The Elements of Statistical Learning

Synopsis

Introduction.- Overview of supervised learning.- Linear methods for regression.- Linear methods for classification.- Basis expansions and regularization.- Kernel smoothing methods.- Model assessment and selection.- Model inference and averaging.- Additive models, trees, and related methods.- Boosting and additive trees.- Neural networks.- Support vector machines and flexible discriminants.- Prototype methods and nearest-neighbors.- Unsupervised learning.

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Trevor Hastie, Robert Tibshirani, Jerome Friedman
Published by Springer, 2009
ISBN 10: 0387848843 ISBN 13: 9780387848846
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Trevor Hastie; Robert Tibshirani; Jerome Friedman
Published by Springer, 2009
ISBN 10: 0387848843 ISBN 13: 9780387848846
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Trevor Hastie; Robert Tibshirani; Jerome Friedman
Published by Springer (edition ), 2009
ISBN 10: 0387848843 ISBN 13: 9780387848846
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